High-Performance Modelling and Simulation for Big Data Applications: Selected Results of the Cost Action Ic1406 Chipset
暫譯: 大數據應用的高效能建模與模擬:成本行動Ic1406晶片組的選定成果

Kolodziej, Joanna, Gonzalez-Velez, Horacio

  • 出版商: Springer
  • 出版日期: 2019-03-26
  • 售價: $2,590
  • 貴賓價: 9.5$2,461
  • 語言: 英文
  • 頁數: 352
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 3030162710
  • ISBN-13: 9783030162719
  • 相關分類: 大數據 Big-data
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

This open access book was prepared as a Final Publication of the COST Action IC1406 "High-Performance Modelling and Simulation for Big Data Applications (cHiPSet)" project.

Long considered important pillars of the scientific method, Modelling and Simulation have evolved from traditional discrete numerical methods to complex data-intensive continuous analytical optimisations. Resolution, scale, and accuracy have become essential to predict and analyse natural and complex systems in science and engineering. When their level of abstraction raises to have a better discernment of the domain at hand, their representation gets increasingly demanding for computational and data resources.

On the other hand, High Performance Computing typically entails the effective use of parallel and distributed processing units coupled with efficient storage, communication and visualisation systems to underpin complex data-intensive applications in distinct scientific and technical domains.

It is then arguably required to have a seamless interaction of High Performance Computing with Modelling and Simulation in order to store, compute, analyse, and visualise large data sets in science and engineering. Funded by the European Commission, cHiPSet has provided a dynamic trans-European forum for their members and distinguished guests to openly discuss novel perspectives and topics of interests for these two communities.

This cHiPSet compendium presents a set of selected case studies related to healthcare, biological data, computational advertising, multimedia, finance, bioinformatics, and telecommunications.

商品描述(中文翻譯)

這本開放存取的書籍是作為COST行動IC1406「高效能建模與模擬於大數據應用(cHiPSet)」專案的最終出版物而準備的。

建模與模擬長期以來被視為科學方法的重要支柱,已從傳統的離散數值方法演變為複雜的數據密集型連續分析優化。解析度、規模和準確性已成為預測和分析科學與工程中自然和複雜系統的關鍵要素。當其抽象層次提高以更好地辨識所處領域時,其表示對計算和數據資源的需求也隨之增加。

另一方面,高效能計算通常涉及有效利用平行和分散處理單元,並結合高效的存儲、通信和可視化系統,以支撐不同科學和技術領域中的複雜數據密集型應用。

因此,無縫地將高效能計算與建模和模擬結合起來,以便在科學和工程中存儲、計算、分析和可視化大型數據集,似乎是必要的。cHiPSet在歐洲委員會的資助下,為其成員和特邀嘉賓提供了一個動態的跨歐洲論壇,以公開討論這兩個社群的新觀點和感興趣的主題。

這本cHiPSet彙編呈現了一組與醫療保健、生物數據、計算廣告、多媒體、金融、生物資訊學和電信相關的選定案例研究。